John Mars || Video Editor 🎬

Loop engineering is clearly where we're heading. The missing piece is making it simple enough and affordable enough that every engineer can actually use it. AdaL Engineer was envisioned before the term “loop engineering” was even born. We model agents as the workers and the engineer. The workers are the agents of today. Workers can be for deep research, planning and implementing (the normal coding agent you see), the browser use agent that can be used to close the QA loops for web apps and visual tasks like building a landing page. Then it comes to the Engineer layer. The one that glues the whole iterative dev life cycle together, freeing the real human engineers from the complexity of /model and /agent to choose and the orchestration of the communication. That's the first piece of AdaL Engineer: it makes loop engineering simple. The second piece is cost. Loop engineering shouldn't be reserved for teams that can afford to run multiple frontier models around the clock. AdaL Engineer automatically chooses the right model for the right task, using expensive models only when they provide meaningful value and relying on significantly cheaper models whenever possible. For example, instead of running everything on Opus 4.8, we can use GLM-5.2 for the engineer and models like MiniMax M3 for browser automation at a fraction of the cost, all while still delivering excellent results. The goal isn't just to automate engineering; it is to make high-quality automation affordable.